{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>12.4 Pytorch实现DiscoGAN</h3>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>12.4.1 DiscoGAN架构</h3>"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>12.4.3 DiscoGAN实现</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "from DiscoGAN12.trainer import Trainer\n",
    "from DiscoGAN12.config import get_config\n",
    "from DiscoGAN12.data_loader import get_loader\n",
    "from DiscoGAN12.utils import prepare_dirs_and_logger, save_config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def main(config):\n",
    "    prepare_dirs_and_logger(config)\n",
    "\n",
    "    torch.manual_seed(config.random_seed)\n",
    "    if config.num_gpu > 0:\n",
    "        torch.cuda.manual_seed(config.random_seed)\n",
    "\n",
    "    if config.is_train:\n",
    "        data_path = config.data_path\n",
    "        batch_size = config.batch_size\n",
    "    else:\n",
    "        if config.test_data_path is None:\n",
    "            data_path = config.data_path\n",
    "        else:\n",
    "            data_path = config.test_data_path\n",
    "        batch_size = config.sample_per_image\n",
    "\n",
    "    a_data_loader, b_data_loader = get_loader(\n",
    "            data_path, batch_size, config.input_scale_size,\n",
    "            config.num_worker, config.skip_pix2pix_processing)\n",
    "\n",
    "    trainer = Trainer(config, a_data_loader, b_data_loader)\n",
    "\n",
    "    if config.is_train:\n",
    "        save_config(config)\n",
    "        trainer.train()\n",
    "    else:\n",
    "        if not config.load_path:\n",
    "            raise Exception(\"[!] You should specify `load_path` to load a pretrained model\")\n",
    "        trainer.test()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Namespace(a_grayscale=False, b_grayscale=False, batch_size=200, beta1=0.5, beta2=0.999, cnn_type=0, d_num_layer=5, data_dir='DiscoGAN12/data', dataset='edges2shoes', fc_hidden_dim=128, g_num_layer=3, input_scale_size=64, is_train=False, load_path='logs/edges2shoes_2019-05-24_10-37-37', log_dir='logs', log_level='INFO', log_step=50, loss='log_prob', lr=0.0002, max_step=9000, num_gpu=0, num_log_samples=3, num_worker=12, optimizer='adam', random_seed=123, sample_per_image=64, save_step=500, skip_pix2pix_processing=False, test_data_path=None, weight_decay=0.0001)\n"
     ]
    }
   ],
   "source": [
    "if __name__ == \"__main__\":\n",
    "    config, unparsed = get_config()\n",
    "    print(config)\n",
    "    #main(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#https://github.com/carpedm20/DiscoGAN-pytorch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.image as mpimg\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reconsPath = 'logs/edges2shoes_2019-05-24_10-37-37/8950_x_BAB.png'\n",
    "Image = mpimg.imread(reconsPath)\n",
    "plt.imshow(Image) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reconsPath = 'logs/edges2shoes_2019-05-24_10-37-37/valid_x_A.png'\n",
    "Image = mpimg.imread(reconsPath)\n",
    "plt.imshow(Image) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reconsPath = 'logs/edges2shoes_2019-05-24_10-37-37/test/25_x_AB.png'\n",
    "Image = mpimg.imread(reconsPath)\n",
    "plt.imshow(Image) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reconsPath = 'logs/edges2shoes_2019-05-24_10-37-37/test/25_x_B.png'\n",
    "Image = mpimg.imread(reconsPath)\n",
    "plt.imshow(Image) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reconsPath = 'logs/edges2shoes_2019-05-24_10-37-37/test/25_x_BA.png'\n",
    "Image = mpimg.imread(reconsPath)\n",
    "plt.imshow(Image) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reconsPath = 'logs/edges2shoes_2019-05-24_10-37-37/test/25_x_BAB.png'\n",
    "Image = mpimg.imread(reconsPath)\n",
    "plt.imshow(Image) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "reconsPath1 = 'logs/edges2shoes_2019-05-24_10-37-37/test/25_x_B.png'\n",
    "Image1 = mpimg.imread(reconsPath1)\n",
    "reconsPath2 = 'logs/edges2shoes_2019-05-24_10-37-37/test/25_x_BA.png'\n",
    "Image2 = mpimg.imread(reconsPath2)\n",
    "reconsPath3 = 'logs/edges2shoes_2019-05-24_10-37-37/test/25_x_BAB.png'\n",
    "Image3 = mpimg.imread(reconsPath3)\n",
    "plt.subplot(1,3,1)\n",
    "plt.imshow(Image1) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.subplot(1,3,2)\n",
    "plt.imshow(Image2) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.subplot(1,3,3)\n",
    "plt.imshow(Image3) # 显示图片\n",
    "plt.axis('off') # 不显示坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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